Python code for solving 3D structural problems using the finite element method

Overview

3DFEM

Python 3D finite element code

This python code allows for solving 3D structural problems using the finite element method. New features will be added over time.

This code has NOT been validated on reference cases yet.

Requirements and dependencies

  • Python 3

  • numpy, scipy

  • Paraview is suggested for visualizing exported VTK files, especially since animations are generated as a series of VTK files as handled by this software.

Current features:

Meshes

  • Tetrahedral mesh generation from a set of points using scipy.spatial.Delaunay
  • 4-node tetrahedral (Tet4), 6-node prism (Prism6), 8-node brick (Brick8) elements support
  • Support for meshes containing different types of elements, possibly of different orders

Materials

  • Linear isotropic elastic materials

Structural matrices

  • Consistent mass matrix
  • Linear elastic stiffness matrix
  • Rayleigh damping matrix (linear combination of mass and stiffness matrices)
  • Support only for zero-Dirichlet boundary conditions
  • Full Gauss quadrature scheme

Reduced-Order Modeling

  • Projection on linear elastic modes

Forces

  • Nodal forces
  • Support for modulation of the initial force vector by a given function over time steps or frequency steps in dynamical analyses

Solvers

  • Modal analysis
  • Linear static analysis
  • Linear time-domain dynamics using the Newmark scheme and a reduced-order model based on elastic modes

Post-processing

  • Export of a deformed mesh to VTK format (PolyData legacy format)
  • Export of a series of deformed meshes to VTK format for animations (for visualizing elastic modes, or deformations in time-domain dynamical analyses)

Examples of solutions

Modal analysis

Beam Mode

First linear elastic mode of a clamped-clamped beam displayed in Paraview

Time-domain dynamics

Beam Time Dynamics

Linear elastic cantilever beam with Rayleigh damping pulled up by a constant force on its free end, then released

Plate Time Dynamics

Linear elastic plate with Rayleigh damping excited by a nodal force, on the center of the upper face, varying with a bell curve envelope


Intended future features:

Meshes

  • Support for Tet10, Prism18, Brick27 elements

Materials

  • All anisotropy classes for elastic materials
  • Linear viscoelastic materials using the Generalized Maxwell Model

Structural matrices

  • Arbitrary Dirichlet boundary conditions

Reduced-Order Modeling

  • Proper Orthogonal Decomposition (POD) for nonlinear problems

Forces

  • Body forces
  • Surface forces

Solvers

  • Frequency-domain dynamical analysis
  • Newton-Raphson method for geometrically nonlinear elastostatics and elastodynamics
  • Arc-length method for geometrically nonlinear elastostatics and elastodynamics with strong nonlinearities (e.g. post-buckling analysis)

Post-processing

  • Plotting of Frequency-Response Functions (FRF)
  • Support for including element stress and strain components in the VTK files

Uncertainty Quantification

  • Typical Maximum Entropy-probability distributions for elastic coefficients (Young's modulus, Poisson's ratio, anisotropic coefficients) for parametric uncertainties
  • Typical Maximum Entropy-probability distributions for mass, linear elastic stiffness, Rayleigh damping and linear viscoelastic damping matrices for nonparametric uncertainties
  • Monte Carlo method for uncertainty propagation with plotting of confidence intervals
  • Gaussian Kernel Density Estimation (GKDE) for the estimation of probability density functions of observable quantities
  • Causal nonparametric probabilistic models (linear viscoelasticity)
Owner
Rémi Capillon
Phd in Computational Mechanics
Rémi Capillon
Data aggregated from the reports found at the MCPS COVID Dashboard into a set of visualizations.

Montgomery County Public Schools COVID-19 Visualizer Contents About this project Data Support this project About this project Data All data we use can

James 3 Jan 19, 2022
Pyan3 - Offline call graph generator for Python 3

Pyan takes one or more Python source files, performs a (rather superficial) static analysis, and constructs a directed graph of the objects in the combined source, and how they define or use each oth

Juha Jeronen 235 Jan 02, 2023
By default, networkx has problems with drawing self-loops in graphs.

By default, networkx has problems with drawing self-loops in graphs. It makes it hard to draw a graph with self-loops or to make a nicely looking chord diagram. This repository provides some code to

Vladimir Shitov 5 Jan 06, 2022
A GUI for Pandas DataFrames

About Demo Installation Usage Features More Info About PandasGUI is a GUI for viewing, plotting and analyzing Pandas DataFrames. Demo Installation Ins

Adam Rose 2.8k Dec 24, 2022
VDLdraw - Batch plot the log files exported from VisualDL using Matplotlib

VDLdraw Batch plot the log files exported from VisualDL using Matplotlib. At pre

Yizhou Chen 5 Sep 26, 2022
Color scales in Python for humans

colorlover Color scales for humans IPython notebook: https://plot.ly/ipython-notebooks/color-scales/ import colorlover as cl from IPython.display impo

Plotly 146 Sep 25, 2022
Python support for Godot 🐍🐍🐍

Godot Python, because you want Python on Godot ! The goal of this project is to provide Python language support as a scripting module for the Godot ga

Emmanuel Leblond 1.4k Jan 04, 2023
Here are my graphs for hw_02

Let's Have A Look At Some Graphs! Graph 1: State Mentions in Congressperson's Tweets on 10/01/2017 The graph below uses this data set to demonstrate h

7 Sep 02, 2022
Generate visualizations of GitHub user and repository statistics using GitHub Actions.

GitHub Stats Visualization Generate visualizations of GitHub user and repository statistics using GitHub Actions. This project is currently a work-in-

JoelImgu 3 Dec 14, 2022
A tool to plot and execute Rossmos's Formula, that helps to catch serial criminals using mathematics

Rossmo Plotter A tool to plot and execute Rossmos's Formula using python, that helps to catch serial criminals using mathematics Author: Amlan Saha Ku

Amlan Saha Kundu 3 Aug 29, 2022
Designed a greedy algorithm based on Markov sequential decision-making process in MATLAB/Python to optimize using Gurobi solver

Designed a greedy algorithm based on Markov sequential decision-making process in MATLAB/Python to optimize using Gurobi solver, the wheel size, gear shifting sequence by modeling drivetrain constrai

Sabbella Prasanna 1 Jan 11, 2022
📊 Extensions for Matplotlib

📊 Extensions for Matplotlib

Nico Schlömer 519 Dec 30, 2022
Tidy data structures, summaries, and visualisations for missing data

naniar naniar provides principled, tidy ways to summarise, visualise, and manipulate missing data with minimal deviations from the workflows in ggplot

Nicholas Tierney 611 Dec 22, 2022
Backend app for visualizing CANedge log files in Grafana (directly from local disk or S3)

CANedge Grafana Backend - Visualize CAN/LIN Data in Dashboards This project enables easy dashboard visualization of log files from the CANedge CAN/LIN

13 Dec 15, 2022
Define fortify and autoplot functions to allow ggplot2 to handle some popular R packages.

ggfortify This package offers fortify and autoplot functions to allow automatic ggplot2 to visualize statistical result of popular R packages. Check o

Sinhrks 504 Dec 23, 2022
A visualization tool made in Pygame for various pathfinding algorithms.

Pathfinding-Visualizer 🚀 A visualization tool made in Pygame for various pathfinding algorithms. Pathfinding is closely related to the shortest path

Aysha sana 7 Jul 09, 2022
Graphical display tools, to help students debug their class implementations in the Carcassonne family of projects

carcassonne_tools Graphical display tools, to help students debug their class implementations in the Carcassonne family of projects NOTE NOTE NOTE The

1 Nov 08, 2021
Some method of processing point cloud

Point-Cloud Some method of processing point cloud inversion the completion pointcloud to incomplete point cloud Some model of encoding point cloud to

Tan 1 Nov 19, 2021
Schema validation for Xarray objects

xarray-schema Schema validation for Xarray installation This package is in the early stages of development. Install it from source: pip install git+gi

carbonplan 22 Oct 31, 2022
Use Perspective to create the chart for the trader’s dashboard

Task Overview | Installation Instructions | Link to Module 3 Introduction Experience Technology at JP Morgan Chase Try out what real work is like in t

Abdulazeez Jimoh 1 Jan 22, 2022